We need to evaluate our current application security testing tools against modern DevSecOps pipelines, focusing specifically on how well SAST and DAST integrate with GitHub Actions.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to evaluate our current application security testing tools against modern DevSecOps pipelines, focusing specifically on how well SAST and DAST integrate with GitHub Actions.
4 real searches · 1 real-search pass
GitHub Actions code scanning SARIF documentation pull request security analysis 2026Google ↗
OBSERVEDReason
Semgrep GitHub Actions documentation CI integration SARIFGoogle ↗
OBSERVEDOther / navigational
OWASP ZAP GitHub Actions official documentation baseline scan actionGoogle ↗
OBSERVEDOther / navigational
GitHub Actions security hardening pin actions full length commit SHA permissions documentationGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
GitHub Actions code scanning SARIF documentation pull request security analysis 2026 Google ↗
Semgrep GitHub Actions documentation CI integration SARIF Google ↗
OWASP ZAP GitHub Actions official documentation baseline scan action Google ↗
GitHub Actions security hardening pin actions full length commit SHA permissions documentation Google ↗
- About SARIF files for code scanning · docs.github.com
- SARIF support for code scanning · docs.github.com
- Integrations · semgrep.dev
- Sample CI configurations · semgrep.dev
- Dynamic Application Security Testing (DAST) · owasp.github.io
- Security Gates · owasp.github.io
- Secure use reference · docs.github.com
- Repository Hardening · owasp.github.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions code scanning SARIF documentation pull request security analysis 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Semgrep GitHub Actions documentation CI integration SARIF OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OWASP ZAP GitHub Actions official documentation baseline scan action OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub Actions security hardening pin actions full length commit SHA permissions documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |